{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ 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], "metadata": { "id": "qRPdGToQkzZY" } }, { "cell_type": "markdown", "source": [ "# Курс по Машинному обучению" ], "metadata": { "id": "-fvzRMBllQtI" } }, { "cell_type": "markdown", "source": [ "# Домашнее задание 1. Pandas + Plotly (20 баллов + 2 бонус)" ], "metadata": { "id": "X0DEY_ZZRwlc" } }, { "cell_type": "markdown", "source": [ "## О сроках\n", "\n", "Дата выдачи: 10.09.2023\n", "\n", "Мягкий дедлайн: 18.09.2023 23:59MSK\n", "\n", "Жесткий дедлайн со штрафом: 28.09.2023 23:59MSK (10 дней от мягкого дедлайна)\n", "\n", "За каждый день просрочки снимается 5% от макс. балла (1 балл)" ], "metadata": { "id": "Zw2kHG39R5h7" } }, { "cell_type": "markdown", "source": [ "------------------------" ], "metadata": { "id": "2u_FQNCQGbca" } }, { "cell_type": "markdown", "source": [ "# Важно! О формате сдачи\n", "\n", "* **При решении ноутбука используйте данный шаблон. Не нужно удалять текстовые ячейки c разметкой частей ноутбука и формулировками заданий. Добавлять свои ячейки, при необходимости, конечно можно**\n", "* **Везде, где в формулровке задания есть какой-либо вопрос (или просьба вывода), необходимо прописать ответ в ячейку (код или markdown).**\n", "* **Наличие кода решения обязательно. Письменные ответы на вопросы без сопутствующего кода оцениваются в 0 баллов.**\n", "* **Если в ячейке написана фраза \"Вывод\"/\"Ответ на вопрос\"/\"Ваш текст\" и пр., то ожидается ответ в виде текста (можете добавить ячейки с кодом, если считаете это необходимым, но это необязательно).**\n", "* **Если в ячейке написано \"Your code here\"/\"Ваш код\" и пр., то ожидается ответ в виде кода (можете добавить больше ячеек с кодом, если считаете это необходимым, но это необязательно).**\n", "* **Если есть и ячейка с фразой \"Вывод\" и пр., и ячейка с фразой \"Your code here\" и пр., то в ответе ожидается и код, и текст)**" ], "metadata": { "id": "45ZF7GkrMxgI" } }, { "cell_type": "markdown", "source": [ "----------------------------" ], "metadata": { "id": "W09nY1nzNKc9" } }, { "cell_type": "markdown", "source": [ "## О задании\n", "\n", "Задание состоит из задач, посвященных работе с табличными данными с помощью библиотеки `pandas` и визуализации с помощью `pyplot`. Баллы даются за выполнение отдельных пунктов. Задачи рекомендуется решать в том порядке, в котором они даны в задании.\n", "\n", "Задание направлено на освоение `colab notebook` (будет использоваться в дальнейших заданиях), библиотек `pandas` и `pyplot`, а также на развитие навыков первоначального анализа данных.\n", "\n", "Каждая из задач имеет определенную «стоимость» (указана в скобках около задачи)" ], "metadata": { "id": "z1DFFMJbUs93" } }, { "cell_type": "markdown", "source": [ "-------------" ], "metadata": { "id": "kSSSUTrWNL84" } }, { "cell_type": "markdown", "source": [ "## Задание" ], "metadata": { "id": "w0TY5vJ5V1D4" } }, { "cell_type": "markdown", "source": [ "Мы будем работать с данными из [датасета](https://www.kaggle.com/datasets/mrdaniilak/russia-real-estate-20182021), в котором содержится информация об объектах недвижимости в России с их стоимостью за 2018-2021 гг.:" ], "metadata": { "id": "2kW0yOIhk1D3" } }, { "cell_type": "markdown", "source": [ "* Цена — Цена в рублях РФ (*числовое*)\n", "* Дата — дата публикации объявления (*временное*)\n", "* Время — время публикаци объявления (*временное*)\n", "* Коорданата x — значение координаты (широта) (*числовое*)\n", "* Коорданата y — значение координаты (долгота) (*числовое*)\n", "* Номер — код региона РФ (*категориальное*)\n", "* Тип здания — тип сооружения, в котором находится квартира (*категориальное*)\n", "* Этаж — номер этажа, на котором находится квартира (*категориальное* или *числовое*?)\n", "* Число этажей в доме — общее количество этажей в здании (*категориальное* или *числовое*?)\n", "* Комнаты — количество комнат в квартире, -1 означает студии с открытой планировкой (*категориальное* или *числовое*?)\n", "* Площадь — общая площадь квартиры в кв. метрах (*числовое*)\n", "* Площадь кухни — площадь кухни в кв. метрах (*числовое*)\n", "* Тип квартиры — тип квартиры, где 1 означает вторичный рынок недвижимости, 11 - новостройка (*категориальное*)" ], "metadata": { "id": "n_cjioKCk4Ql" } }, { "cell_type": "markdown", "source": [ "**0. Загружаем данные**" ], "metadata": { "id": "EFgIq0P3dBta" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import plotly.express as px\n", "import matplotlib.pyplot as plt" ], "metadata": { "id": "RWYLg7-BGoCk" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "! gdown 13wGEWvhO4iurSN8Rddap4AHo1pAAljMl" ], "metadata": { "id": "e-ogzUOkdK82", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "39d41e45-7889-44aa-d22d-61a8e8b5bdcd" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading...\n", "From: https://drive.google.com/uc?id=13wGEWvhO4iurSN8Rddap4AHo1pAAljMl\n", "To: /content/rus_real_estate.csv\n", "100% 408M/408M [00:04<00:00, 91.7MB/s]\n" ] } ] }, { "cell_type": "code", "source": [ " # Прописываем путь к папке с файлом\n", "path = '/content/rus_real_estate.csv'" ], "metadata": { "id": "-yjPQWledRdK" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "**1. [1 балл] Откройте файл с таблицей (не забудьте про её формат). Выведите случайные 20 строк.**" ], "metadata": { "id": "cG9PsC8tkRVU" } }, { "cell_type": "markdown", "source": [ "+очистка данных" ], "metadata": { "id": "CFAmO_po-LvM" } }, { "cell_type": "code", "source": [ "df_raw = pd.read_csv(path)\n", "df = df_raw.query(\"price > 0 & rooms > 0\")\n", "print(f\"Filtred df size: {round(df.size/df_raw.size, 2)}%\")\n", "\n", "df.sample(20)" ], "metadata": { "id": "aly_zTtukpvb", "colab": { "base_uri": "https://localhost:8080/", "height": 694 }, "outputId": "83d70e8e-8baa-4b55-c391-714df8b1dd17" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Filtred df size: 0.94%\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " price date time geo_lat geo_lon region \\\n", "1988062 4100000 2019-06-13 16:23:41 54.995439 82.894450 9654 \n", "2568974 2370000 2019-09-14 11:53:56 45.088326 39.003198 2843 \n", "267583 1900000 2018-10-14 15:15:39 57.999434 56.285390 5520 \n", "1417945 4650000 2019-03-21 18:40:49 53.206639 50.123465 3106 \n", "1132568 2150000 2019-02-12 14:20:03 57.685242 39.774234 2604 \n", "3654402 1750000 2020-04-24 14:09:06 54.941147 82.962292 9654 \n", "2806604 5455000 2019-10-31 02:18:29 59.824118 30.344210 2661 \n", "2702397 850000 2019-10-06 09:57:25 54.428782 56.324374 2722 \n", "2757294 17250000 2019-10-17 17:42:28 55.753960 37.620393 3 \n", "147334 950000 2018-09-26 21:14:49 56.143894 44.205489 2871 \n", "4978532 4290000 2021-01-30 15:39:50 55.794358 49.111497 2922 \n", "4261465 6650000 2020-08-10 13:33:44 57.122838 65.567506 3991 \n", "3785382 1800000 2020-05-26 11:33:59 56.124768 47.506534 3019 \n", "2035213 1750000 2019-06-21 06:21:21 54.946526 82.973030 9654 \n", "4948313 12200000 2021-01-21 13:08:21 55.708639 37.379054 81 \n", "4605910 5200000 2020-10-24 15:34:49 59.939084 30.315879 2661 \n", "4205679 2750000 2020-08-02 17:32:01 55.753914 52.411295 2922 \n", "3748455 3000000 2020-05-18 09:44:40 56.810516 60.514756 6171 \n", "2500726 3800000 2019-09-03 07:23:01 54.862280 82.967730 9654 \n", "5468601 3580000 2021-05-01 08:12:16 57.100360 65.624585 3991 \n", "\n", " building_type level levels rooms area kitchen_area object_type \n", "1988062 2 9 17 2 53.70 12.2 1 \n", "2568974 2 2 18 1 45.00 11.0 1 \n", "267583 3 4 5 1 30.10 6.0 1 \n", "1417945 3 9 9 3 65.00 7.0 1 \n", "1132568 1 4 5 2 44.90 6.5 1 \n", "3654402 1 16 18 1 41.00 11.0 11 \n", "2806604 2 7 17 1 45.20 14.3 1 \n", "2702397 3 2 2 1 34.00 9.0 1 \n", "2757294 2 8 19 3 96.50 16.9 11 \n", "147334 3 4 5 1 21.00 6.0 1 \n", "4978532 3 3 5 1 46.00 12.0 11 \n", "4261465 3 6 9 3 98.40 13.5 1 \n", "3785382 1 1 12 1 43.00 9.0 1 \n", "2035213 1 2 10 1 41.36 16.0 11 \n", "4948313 2 2 24 2 88.00 20.0 1 \n", "4605910 2 19 20 1 40.00 12.8 11 \n", "4205679 3 10 17 1 46.00 13.0 1 \n", "3748455 2 7 25 1 41.00 11.0 1 \n", "2500726 1 2 10 3 65.50 9.0 1 \n", "5468601 2 1 15 1 46.00 16.0 1 " ], "text/html": [ "\n", "
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pricedatetimegeo_latgeo_lonregionbuilding_typelevellevelsroomsareakitchen_areaobject_type
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365440217500002020-04-2414:09:0654.94114782.962292965411618141.0011.011
280660454550002019-10-3102:18:2959.82411830.34421026612717145.2014.31
27023978500002019-10-0609:57:2554.42878256.3243742722322134.009.01
2757294172500002019-10-1717:42:2855.75396037.62039332819396.5016.911
1473349500002018-09-2621:14:4956.14389444.2054892871345121.006.01
497853242900002021-01-3015:39:5055.79435849.1114972922335146.0012.011
426146566500002020-08-1013:33:4457.12283865.5675063991369398.4013.51
378538218000002020-05-2611:33:5956.12476847.50653430191112143.009.01
203521317500002019-06-2106:21:2154.94652682.97303096541210141.3616.011
4948313122000002021-01-2113:08:2155.70863937.379054812224288.0020.01
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\n" ] }, "metadata": {}, "execution_count": 3 } ] }, { "cell_type": "markdown", "source": [ "**2. [2 балла] Положите в новую переменную все имеющиеся данные по объектам недвижимости Санкт-Петербурга**\n", "\n", " (region 2661 - это Санкт-Петербург)" ], "metadata": { "id": "9dhYH1kflZyt" } }, { "cell_type": "code", "source": [ "df_spb = df.query(\"region == 2661\")\n", "df_spb.head()" ], "metadata": { "id": "dmvf9kuzmC8v", "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "outputId": "5ed10649-ec34-475a-afcf-01dd0225274d" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " price date time geo_lat geo_lon region \\\n", "0 6050000 2018-02-19 20:00:21 59.805808 30.376141 2661 \n", "7 3600000 2018-03-04 20:52:38 59.875526 30.395457 2661 \n", "36 3200000 2018-04-10 16:10:12 59.827465 30.201827 2661 \n", "47 6500000 2018-04-23 11:47:58 59.988334 29.786928 2661 \n", "54 6300000 2018-04-28 17:47:24 59.911622 30.284556 2661 \n", "\n", " building_type level levels rooms area kitchen_area object_type \n", "0 1 8 10 3 82.6 10.8 1 \n", "7 1 2 5 1 31.1 6.0 1 \n", "36 1 7 9 1 31.0 7.0 1 \n", "47 3 3 3 3 89.0 10.0 1 \n", "54 3 5 5 2 99.9 14.5 1 " ], "text/html": [ "\n", "
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pricedatetimegeo_latgeo_lonregionbuilding_typelevellevelsroomsareakitchen_areaobject_type
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\n" ] }, "metadata": {}, "execution_count": 4 } ] }, { "cell_type": "markdown", "source": [ "**3. [2 балла] Сколько записей в получившейся выше таблице?**" ], "metadata": { "id": "qN1tObdRmEr0" } }, { "cell_type": "code", "source": [ "print(\"Filtred df_spd size: \", df_spb.size)\n", "print(\"Total spb entries: \", df_raw.query(\"region == 2661\").size)" ], "metadata": { "id": "gUCzQzNFmPAz", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9138a0eb-ceed-4bcf-ebab-f1bd99a47551" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Filtred df_spd size: 5698706\n", "Total spb entries: 6003660\n" ] } ] }, { "cell_type": "markdown", "source": [ "**4. [4 балла] Ответьте на все следующие вопросы. Какая средняя цена по Санкт-Петербургу? А минимальная? Максимальная? Эти цены выше или ниже, чем средняя цена по стране? Эти цены выше или ниже, чем средняя цена по Москве? (не забудьте предварительно произвести очистку данных от отрицательных значений)**" ], "metadata": { "id": "okEi7AsMmPbd" } }, { "cell_type": "code", "source": [ "spb_mean, spb_min, spb_max = round(df_spb.price.mean(), 2), df_spb.price.min(), df_spb.price.max()\n", "\n", "print(\"Avg spb price:\\t\", round(spb_mean, 2))\n", "print(\"Min spb price:\\t\", spb_min)\n", "print(\"Max spb price:\\t\", spb_max)" ], "metadata": { "id": "PfAwaOcTmjeB", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "6193b328-6d58-439b-d6a6-b74d1af6f43c" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Avg spb price:\t 8483652.8\n", "Min spb price:\t 1\n", "Max spb price:\t 1945382704\n" ] } ] }, { "cell_type": "code", "source": [ "russia_mean = round(df.price.mean(), 2)\n", "msk_mean = round(df.query(\"region == 3\").price.mean(), 2)\n", "\n", "for spb_price, name in [(spb_mean, 'Mean'), (spb_min, 'Min'), (spb_max, 'Max')]:\n", " print(f\"{name} price in SPB is {'less' if spb_price < russia_mean else 'more'} \" +\n", " f\"than mean in the Russia: {spb_price} {'<' if spb_price < russia_mean else '>'} {russia_mean}\")\n", "\n", " print(f\"{name} price in SPB is {'less' if spb_price < msk_mean else 'more'} \" +\n", " f\"than mean in the Moscow: {spb_price} {'<' if spb_price < msk_mean else '>'} {msk_mean}\")\n", " print(\"\\n\\n\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "yjYQ5fVnAvM2", "outputId": "e06c0ab9-9228-4098-f882-ec5dfeb05d0a" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Mean price in SPB is more than mean in the Russia: 8483652.8 > 4601850.53\n", "Mean price in SPB is less than mean in the Moscow: 8483652.8 < 13692881.99\n", "\n", "\n", "\n", "Min price in SPB is less than mean in the Russia: 1 < 4601850.53\n", "Min price in SPB is less than mean in the Moscow: 1 < 13692881.99\n", "\n", "\n", "\n", "Max price in SPB is more than mean in the Russia: 1945382704 > 4601850.53\n", "Max price in SPB is more than mean in the Moscow: 1945382704 > 13692881.99\n", "\n", "\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "**5. [2 балла] Постройте график распределения цены за квадратный метр. График нужно строить программно любым удобным для вас способом**" ], "metadata": { "id": "Cg1pZlVqmhj7" } }, { "cell_type": "code", "source": [], "metadata": { "id": "HNYzdxiI1yq4" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "df_stripped = df_spb.query(f\"price > {df_spb.price.quantile(0.01)} & price < {df_spb.price.quantile(0.97)} & area > {df_spb.area.quantile(0.02)}\")\n", "df_stripped['price_to_m2'] = df_stripped.price / df_stripped.area" ], "metadata": { "id": "izAJUXAS0fgZ" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "fig = px.histogram(df_stripped.query(f\"price_to_m2 < {df_stripped.price_to_m2.quantile(0.99)}\"),\n", " x='price_to_m2',\n", " title='Распределение цены за м2 в СПБ')\n", "fig.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "SMOnIZuCOC2Z", "outputId": "50cffdf9-3d48-4426-b7f4-4170bc12056a" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", "
\n", "\n", "" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "**6. [4 балла] Есть ли зависимость цены за квадратный метр от района в Санкт-Петербурге? Изобразите это (программно) на карте**" ], "metadata": { "id": "EvCK7P55mqVZ" } }, { "cell_type": "code", "source": [ "fig = px.scatter_mapbox(df_spb.sample(10_000),\n", " lat='geo_lat',\n", " lon='geo_lon',\n", " hover_name='region',\n", " size='price',\n", " zoom=3)\n", "fig.update_layout(mapbox_style=\"open-street-map\")\n", "fig.show()" ], "metadata": { "id": "kJfCPcsOnH-z", "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "outputId": "c4318e48-e812-43bb-f5e0-e019c3b15e5c" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", "
\n", "\n", "" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Зависимость цены за квадратный метр от района в Санкт-Петербурге есть. Квартиры в центре стоят дороже, чем на периферияпериферии." ], "metadata": { "id": "Hdmoj4LXPr2r" } }, { "cell_type": "markdown", "source": [ "**7. [3 балла] Есть ли зависимость цены от площади квартиры? А от жилой площади? А от этажа? Изобразите это на графиках. Графики нужно строить программно любым удобным для вас способом**" ], "metadata": { "id": "7vAQIMv5mtel" } }, { "cell_type": "markdown", "source": [ "#### Зависимость от площади" ], "metadata": { "id": "i-022wQJg2t1" } }, { "cell_type": "code", "source": [ "fig = px.scatter(\n", " df_stripped.query(f\"area < {df_stripped.area.quantile(0.99)}\").sample(10_000),\n", " x='area',\n", " y='price',\n", " opacity=0.5,\n", " title=\"Зависимость цены от площади квартиры\")\n", "fig.show()\n", "print(\"Коэффициент корреляции: \", round(df_stripped.price.corr(df_stripped.area), 2))" ], "metadata": { "id": "P3Rb9neGnIa6", "colab": { "base_uri": "https://localhost:8080/", "height": 559 }, "outputId": "05869788-f0aa-4be8-b745-fa60abf11247" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", "
\n", "\n", "" ] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Коэффициент корреляции: 0.56\n" ] } ] }, { "cell_type": "markdown", "source": [ "Значение коэф корреляция значимо велико. Кроме того, графически видно, что зависимость есть. Имеется положительный тренд." ], "metadata": { "id": "sVzaxCEbUL79" } }, { "cell_type": "markdown", "source": [ "#### Зависимость от жилой площади" ], "metadata": { "id": "58VcUnB2g_RD" } }, { "cell_type": "code", "source": [ "df_stripped['living_area'] = df_stripped['area'] - df_stripped['kitchen_area']\n", "df_stripped = df_stripped.query(f\"living_area < {df_stripped.living_area.quantile(0.95)} & living_area > 10\")" ], "metadata": { "id": "UgILCnSzhHc8" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "fig = px.scatter(df_stripped.sample(10_000), x='living_area', y='price', opacity=0.5, title='Зависимость цены от жилой площади')\n", "fig.show()\n", "print(\"Коэффициент корреляции: \", round(df_stripped.price.corr(df_stripped.living_area), 2))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 559 }, "id": "nsc94501hhHp", "outputId": "48658741-718d-493e-87f4-fa40b4128bef" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", "
\n", "\n", "" ] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Коэффициент корреляции: 0.63\n" ] } ] }, { "cell_type": "markdown", "source": [ "Коэффициент корреляции говорит о наличии линейной зависимости. Графически видно, что зависимость есть" ], "metadata": { "id": "oWto5vAPjs8b" } }, { "cell_type": "markdown", "source": [ "#### Зависимость цены от этажа" ], "metadata": { "id": "u9bS7BTPkD4m" } }, { "cell_type": "code", "source": [ "fig = px.scatter(df_stripped.sample(10_000), x='level', y='price', opacity=0.5, title='Зависимость цены от этажа')\n", "fig.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 542 }, "id": "uMFNMwjAkepw", "outputId": "9d5cb7fd-2d7a-41cf-ffd3-a37d813f86d3" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", "
\n", "\n", "" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Легко видеть, что зависимости от этажа нет" ], "metadata": { "id": "kIk_6i37lBjx" } }, { "cell_type": "markdown", "source": [ "Интересно посмотреть, на распределения по object_type. В задании описания данного параметра нет. Узнаем, как он влияет на цену" ], "metadata": { "id": "GLknxc-YtJGy" } }, { "cell_type": "code", "source": [ "plt.hist(df_stripped.query(\"object_type == 1\").price, bins=100, alpha=0.5, label=\"object_type = 1\")\n", "plt.hist(df_stripped.query(\"object_type == 11\").price, bins=100, alpha=0.5, label=\"object_type = 11\")\n", "plt.xlabel(\"price\")\n", "plt.ylabel(\"count\")\n", "plt.legend();" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 449 }, "id": "KOBucnRCsTHa", "outputId": "ac011f02-e60a-41e3-97ee-e6b1d1c43a64" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Распределения близки друг к другу. Имеет смысл проводить более подробное исследование + выяснить за что отвечает данный параметр" ], "metadata": { "id": "174t7enz343c" } }, { "cell_type": "markdown", "source": [ "**8. [2 балла] Какие выводы можно сделать, по получившимся результатам? Какие переменные можно было бы использовать для предсказания стоимости объекта недвижимости? Какие гипотезы проверили бы еще с помощью первоначального анализа данных?**" ], "metadata": { "id": "WVNoGlMhmyX5" } }, { "cell_type": "markdown", "source": [ "Удалось найти зависимость цены(на примере Питера) от расположения. Однако по номеру этажа и площади зависимость обнаружить не удалось.\n", "\n", "Переменные, которые можно было бы использовать для предсказания:\n", "* id региона\n", "* площадь\n", "* жилая площадь\n", "* координаты(широта, долгота). Можно смотреть на цены близжайших объектов\n", "\n", "Гипотезы для проверки:\n", "* Дата продажи вляет на цену объекта недвижимости\n", "* цена на объекты в некоторых районах зависит от object_type. Если, например это жилой и нежилой фонд, то, условно, возле парка цены на жилые помещения выше, чем цены на склады и, наоборот возле жд развязки" ], "metadata": { "id": "5l61QzsqnJG3" } }, { "cell_type": "markdown", "source": [ "**9. [2 балла, бонус] Вставьте картинку, описывающую ваш опыт от работы с `pandas`. Вставить картинку можно добавив тектовый блок и выбрав в нем загрузку(вставку) картинки**" ], "metadata": { "id": "f5Xuxmf0m3is" } }, { "cell_type": "markdown", "source": [ "![изображение.png](data:image/png;base64,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)" ], "metadata": { "id": "TMAqlP-1nO-6" } }, { "cell_type": "code", "source": [], "metadata": { "id": "pRql0Yi458bq" }, "execution_count": null, "outputs": [] } ] }